Nilesh Jain - Founder of Bibby AI

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authored 8 papers about 2 months ago

Shears: Unstructured Sparsity with Neural Low-rank Adapter Search

Paper • 2404.10934 • Published Apr 16, 2024

SQFT: Low-cost Model Adaptation in Low-precision Sparse Foundation Models

Paper • 2410.03750 • Published Oct 1, 2024 • 2

Post-Training Statistical Calibration for Higher Activation Sparsity

Paper • 2412.07174 • Published Dec 10, 2024 • 1

Mamba-Shedder: Post-Transformer Compression for Efficient Selective Structured State Space Models

Paper • 2501.17088 • Published Jan 28 • 2

MultiPruner: Balanced Structure Removal in Foundation Models

Paper • 2501.09949 • Published Jan 17

TokenButler: Token Importance is Predictable

Paper • 2503.07518 • Published Mar 10 • 1

KVCrush: Key value cache size-reduction using similarity in head-behaviour

Paper • 2503.00022 • Published Feb 24

SparAMX: Accelerating Compressed LLMs Token Generation on AMX-powered CPUs

Paper • 2502.12444 • Published Feb 18

authored a paper 10 months ago

Low-Rank Adapters Meet Neural Architecture Search for LLM Compression

Paper • 2501.16372 • Published Jan 23 • 12